Feeding habits of range-shifting herbivores: tropical surgeonfishes in a temperate environment

Size: px
Start display at page:

Download "Feeding habits of range-shifting herbivores: tropical surgeonfishes in a temperate environment"

Transcription

1 Supplementary material Feeding habits of range-shifting herbivores: tropical surgeonfishes in a temperate environment Alexander J. Basford A,F, David A. Feary B,E, Gary Truong A, Peter D. Steinberg A,C,D, Ezequiel M. Marzinelli A,C,D and Adriana Vergés A,C,D A Centre for Marine Bio-Innovation, School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, NSW 2052, Australia. B School of the Environment, University of Technology, 123 Broadway, Sydney, NSW 2007, Australia. C Evolution and Ecology Research Centre, School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, NSW 2052, Australia. D Sydney Institute of Marine Science, 19 Chowder Bay Road, Mosman, NSW 2088, Australia. E Present address: School of Life Sciences, University of Nottingham, Nottingham, NG7 2RD, UK. F Corresponding author. abasford1@gmail.com

2 Fig. S1. Stereoscopic microscope images of the morphology of the jaw apparatus of (1) Prionurus maculatus, (2) Prionurus microlepidotus, (3) Acanthurus triostegus and (4) Acanthurus dussumieri. Scale bar: 1 mm.

3 Fig. S2. Aquaria trial bite rates across individual sizes (g) of tropical (A. dussumieri, A. triostegus) and warmtemperate (P. maculatus, P. microlepidotus) surgeonfishes in tropical (25 C) and temperate (20 C) water temperatures. Table S1. Number of field surveys performed at each Sydney site from February to July 2013 Site February March April May July Total Clovelly Gordon s Bay 1 1 La Perouse Little Bay Long Bay 1 1 Shelly Beach Total

4 Table S2. Analysis of field bite rates of tropical and warm-temperate surgeonfishes Origin was fixed with two levels (Tropical, Warm-Temperate), Species was randomly nested in Origin, with two levels, Schooling was fixed with three levels (single-species, mixed, solitary) (n = 2 14). Temperature was fitted as a covariate. P-values were calculated using 9999 permutations under a reduced model. Pairwise tests for Schooling: Single species > Mixed Species = Solitary Source d.f. m.s. Pseudo-F P Temperature Origin Schooling <0.01 Species(Origin) Temperature Origin Temperature Schooling Origin Schooling Temperature Species(Origin) Species(Origin) Schooling Temperature Origin Schooling Temperature Species(Origin) Schooling Residual

5 Table S3. Analyses of total algal biomass consumption, bite rates and consumption of brown algal biomass by tropical and warm-temperate surgeonfishes in aquarium trials Data were log-transformed to improve test assumptions. Temperature was fixed with two levels (25 and 20 C), Origin was fixed with two levels (Tropical, Warm-Temperate) and Species was randomly nested in Origin, with two levels (n = 2 10). P-values were calculated using 9999 permutations under a reduced model. Non-significant terms with P > 0.25 were pooled to increase the power of the main effects of interest (temperature and origin; as per Underwood 1997). For brown algal consumption, pairwise tests for Temperature Species(Origin): within level Acanthurus dussumieri; 25 C > 20 C Aquarium trial Source d.f. m.s. Pseudo-F P Total algal consumption Temperature E Origin E < 0.01 Species(Origin) E-02 Pooled Temperature Origin E Temperature Species(Origin) E-04 Pooled Residual E-03 Aquaria bite rates Temperature < 0.01 Origin Species(Origin) Pooled Temperature Origin Temperature Species(Origin) Pooled Residual Brown algal consumption Temperature Origin Species(Origin) Temperature Origin Temperature Species(Origin) Residual

6 Table S4. Linear regression analyses of bite rates v. fish weight (g) for (a) each Species (n = 5 20) and (b) for each combination of Origin (Tropical, Warm-Temperate) Temperature (25 and 20 C) (n = 5 13) Factor Residual Coefficient s.e. of coefficient P d.f. Species A. dussumieri A. triostegus P. maculatus P. microlepidotus Origin Temperature Table S5. Tropical v. 25 C Tropical v. 20 C Warm-Temperate v C Warm-Temperate v. 20 C Analyses of relative gut index, opening jaw-lever ratio and closing jaw-lever ratio of tropical and warm-temperate surgeonfishes Origin was fixed with two levels (Tropical, Warm-Temperate) and Species was randomly nested in Origin, with two levels (n = 3 5). P-values were calculated using 9999 permutations under a reduced model. Monte Carlo ( MC ) P-value was used where there were <99 unique permutations Morphological Source d.f. m.s. Pseudo-F P analysis Relative gut indices Origin MC0.25 Species(Origin) < 0.01 Residual Opening lever ratio Origin E MC0.52 Species(Origin) E < 0.05 Residual E-04 Closing lever ratio Origin E MC0.80 Species(Origin) E Residual E-03 Reference Underwood, A. J. (1997). Experiments in Ecology: their Logical Design and Interpretation using Analysis of Variance. (Cambridge University Press: Cambridge, UK.)

Table 1: Number of patients by ICU hospital level and geographical locality.

Table 1: Number of patients by ICU hospital level and geographical locality. Web-based supporting materials for Evaluating the performance of Australian and New Zealand intensive care units in 2009 and 2010, by J. Kasza, J. L. Moran and P. J. Solomon Table 1: Number of patients

More information

Flexible Working Arrangements, Collaboration, ICT and Innovation

Flexible Working Arrangements, Collaboration, ICT and Innovation Flexible Working Arrangements, Collaboration, ICT and Innovation A Panel Data Analysis Cristian Rotaru and Franklin Soriano Analytical Services Unit Economic Measurement Group (EMG) Workshop, Sydney 28-29

More information

Missing Data Treatments

Missing Data Treatments Missing Data Treatments Lindsey Perry EDU7312: Spring 2012 Presentation Outline Types of Missing Data Listwise Deletion Pairwise Deletion Single Imputation Methods Mean Imputation Hot Deck Imputation Multiple

More information

PEEL RIVER HEALTH ASSESSMENT

PEEL RIVER HEALTH ASSESSMENT PEEL RIVER HEALTH ASSESSMENT CONTENTS SUMMARY... 2 Overall River Health Scoring... 2 Overall Data Sufficiency Scoring... 2 HYDROLOGY... 3 Overall Hydrology River Health Scoring... 3 Hydrology Data Sufficiency...

More information

The multivariate piecewise linear growth model for ZHeight and zbmi can be expressed as:

The multivariate piecewise linear growth model for ZHeight and zbmi can be expressed as: Bi-directional relationships between body mass index and height from three to seven years of age: an analysis of children in the United Kingdom Millennium Cohort Study Supplementary material The multivariate

More information

Measuring economic value of whale conservation

Measuring economic value of whale conservation Measuring economic value of whale conservation Comparison between Australia and Japan Miho Wakamatsu, Kong Joo Shin, and Shunsuke Managi Urban Institute and Dept. of Urban & Env. Engineering, School of

More information

Problem Set #3 Key. Forecasting

Problem Set #3 Key. Forecasting Problem Set #3 Key Sonoma State University Business 581E Dr. Cuellar The data set bus581e_ps3.dta is a Stata data set containing annual sales (cases) and revenue from December 18, 2004 to April 2 2011.

More information

Internet Appendix to. The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs. Jie Cai Ralph A.

Internet Appendix to. The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs. Jie Cai Ralph A. Internet Appendix to The Price of Street Friends: Social Networks, Informed Trading, and Shareholder Costs Jie Cai Ralph A. Walkling Ke Yang October 2014 1 A11. Controlling for s Logically Associated with

More information

Gail E. Potter, Timo Smieszek, and Kerstin Sailer. April 24, 2015

Gail E. Potter, Timo Smieszek, and Kerstin Sailer. April 24, 2015 Supplementary Material to Modelling workplace contact networks: the effects of organizational structure, architecture, and reporting errors on epidemic predictions, published in Network Science Gail E.

More information

Dietary Diversity in Urban and Rural China: An Endogenous Variety Approach

Dietary Diversity in Urban and Rural China: An Endogenous Variety Approach Dietary Diversity in Urban and Rural China: An Endogenous Variety Approach Jing Liu September 6, 2011 Road Map What is endogenous variety? Why is it? A structural framework illustrating this idea An application

More information

RELATIVE EFFICIENCY OF ESTIMATES BASED ON PERCENTAGES OF MISSINGNESS USING THREE IMPUTATION NUMBERS IN MULTIPLE IMPUTATION ANALYSIS ABSTRACT

RELATIVE EFFICIENCY OF ESTIMATES BASED ON PERCENTAGES OF MISSINGNESS USING THREE IMPUTATION NUMBERS IN MULTIPLE IMPUTATION ANALYSIS ABSTRACT RELATIVE EFFICIENCY OF ESTIMATES BASED ON PERCENTAGES OF MISSINGNESS USING THREE IMPUTATION NUMBERS IN MULTIPLE IMPUTATION ANALYSIS Nwakuya, M. T. (Ph.D) Department of Mathematics/Statistics University

More information

BORDEAUX WINE VINTAGE QUALITY AND THE WEATHER ECONOMETRIC ANALYSIS

BORDEAUX WINE VINTAGE QUALITY AND THE WEATHER ECONOMETRIC ANALYSIS BORDEAUX WINE VINTAGE QUALITY AND THE WEATHER ECONOMETRIC ANALYSIS WINE PRICES OVER VINTAGES DATA The data sheet contains market prices for a collection of 13 high quality Bordeaux wines (not including

More information

International Journal of Business and Commerce Vol. 3, No.8: Apr 2014[01-10] (ISSN: )

International Journal of Business and Commerce Vol. 3, No.8: Apr 2014[01-10] (ISSN: ) The Comparative Influences of Relationship Marketing, National Cultural values, and Consumer values on Consumer Satisfaction between Local and Global Coffee Shop Brands Yi Hsu Corresponding author: Associate

More information

wine 1 wine 2 wine 3 person person person person person

wine 1 wine 2 wine 3 person person person person person 1. A trendy wine bar set up an experiment to evaluate the quality of 3 different wines. Five fine connoisseurs of wine were asked to taste each of the wine and give it a rating between 0 and 10. The order

More information

ANALYSIS OF THE EVOLUTION AND DISTRIBUTION OF MAIZE CULTIVATED AREA AND PRODUCTION IN ROMANIA

ANALYSIS OF THE EVOLUTION AND DISTRIBUTION OF MAIZE CULTIVATED AREA AND PRODUCTION IN ROMANIA ANALYSIS OF THE EVOLUTION AND DISTRIBUTION OF MAIZE CULTIVATED AREA AND PRODUCTION IN ROMANIA Agatha POPESCU University of Agricultural Sciences and Veterinary Medicine, Bucharest, 59 Marasti, District

More information

The Elasticity of Substitution between Land and Capital: Evidence from Chicago, Berlin, and Pittsburgh

The Elasticity of Substitution between Land and Capital: Evidence from Chicago, Berlin, and Pittsburgh The Elasticity of Substitution between Land and Capital: Evidence from Chicago, Berlin, and Pittsburgh Daniel McMillen University of Illinois Ph.D., Northwestern University, 1987 Implications of the Elasticity

More information

Supplementary Table 1. Glycemic load (GL) and glycemic index (GI) of individual fruits. Carbohydrate (g/serving)

Supplementary Table 1. Glycemic load (GL) and glycemic index (GI) of individual fruits. Carbohydrate (g/serving) Supplementary Table 1. Glycemic load (GL) and glycemic index (GI) of individual fruits. Items Serving size Carbohydrate (g/serving) Glycemic index (Glucose=100) Glycemic load (/serving) High GL fruits

More information

Food Safety in Wine: Removal of Ochratoxin a in Contaminated White Wine Using Commercial Fining Agents

Food Safety in Wine: Removal of Ochratoxin a in Contaminated White Wine Using Commercial Fining Agents World Academy of Science, Engineering and Technology International Journal of Nutrition and Food Sciences Vol:2, No:7, 2015 Food Safety in Wine: Removal of Ochratoxin a in Contaminated White Wine Using

More information

Growth of baleen of a rehabilitating gray whale calf

Growth of baleen of a rehabilitating gray whale calf Aquatic Mammals 2001, 27.3, 234 238 Growth of baleen of a rehabilitating gray whale calf J. L. Sumich Department of Biological Sciences, Grossmont College, El Cajon, CA 92020, USA Abstract The pattern

More information

Handling Missing Data. Ashley Parker EDU 7312

Handling Missing Data. Ashley Parker EDU 7312 Handling Missing Data Ashley Parker EDU 7312 Presentation Outline Types of Missing Data Treatments for Handling Missing Data Deletion Techniques Listwise Deletion Pairwise Deletion Single Imputation Techniques

More information

Heat stress increases long-term human migration in rural Pakistan

Heat stress increases long-term human migration in rural Pakistan Supplementary Methods: SUPPLEMENTARY INFORMATION DOI: 10.1038/NCLIMATE2103 Heat stress increases long-term human migration in rural Pakistan Our sample includes the households surveyed by the International

More information

What does radical price change and choice reveal?

What does radical price change and choice reveal? What does radical price change and choice reveal? A project by YarraValley Water and the Centre for Water Policy Management November 2016 CRICOS Provider 00115M latrobe.edu.au CRICOS Provider 00115M Objectives

More information

A.P. Environmental Science. Partners. Mark and Recapture Lab addi. Estimating Population Size

A.P. Environmental Science. Partners. Mark and Recapture Lab addi. Estimating Population Size Name A.P. Environmental Science Date Mr. Romano Partners Mark and Recapture Lab addi Estimating Population Size Problem: How can the population size of a mobile organism be measured? Introduction: One

More information

Liquidity and Risk Premia in Electricity Futures Markets

Liquidity and Risk Premia in Electricity Futures Markets Liquidity and Risk Premia in Electricity Futures Markets IAEE Conference, Singapore, June 2017 Ivan Diaz-Rainey Associate Professor of Finance & Co-Director of the Otago Energy Research Centre (OERC) With

More information

*p <.05. **p <.01. ***p <.001.

*p <.05. **p <.01. ***p <.001. Table 1 Weighted Descriptive Statistics and Zero-Order Correlations with Fatherhood Timing (N = 1114) Variables Mean SD Min Max Correlation Interaction time 280.70 225.47 0 1095 0.05 Interaction time with

More information

Table 1. Cover crop treatments and seeding rate at the K-State experiment fields near Ottawa and Ashland Bottoms.

Table 1. Cover crop treatments and seeding rate at the K-State experiment fields near Ottawa and Ashland Bottoms. Cover Crop Effects on Soybean in a Soybean/Corn Rotation D.E. Shoup, I.A. Ciampitti, J. Kimball, DeAnn Presley, and G.F. Sassenrath Procedures The trial was initiated in 2011 after corn harvest at the

More information

GENOTYPIC AND ENVIRONMENTAL EFFECTS ON BREAD-MAKING QUALITY OF WINTER WHEAT IN ROMANIA

GENOTYPIC AND ENVIRONMENTAL EFFECTS ON BREAD-MAKING QUALITY OF WINTER WHEAT IN ROMANIA GENOTYPIC AND ENVIRONMENTAL EFFECTS ON BREAD-MAKING QUALITY OF WINTER WHEAT IN ROMANIA Mihaela Tianu, Nicolae N. Sãulescu and Gheorghe Ittu ABSTRACT Bread-making quality was analysed in two sets of wheat

More information

Tree diversity effect on dominant height in temperate forest

Tree diversity effect on dominant height in temperate forest Tree diversity effect on dominant height in temperate forest Patrick Vallet, Thomas Pérot Irstea Nogent-sur-Vernisson CAQSIS, 28 29 March 2017, Bordeaux 2 Overyielding in mixed forest Context For many

More information

AJAE Appendix: Testing Household-Specific Explanations for the Inverse Productivity Relationship

AJAE Appendix: Testing Household-Specific Explanations for the Inverse Productivity Relationship AJAE Appendix: Testing Household-Specific Explanations for the Inverse Productivity Relationship Juliano Assunção Department of Economics PUC-Rio Luis H. B. Braido Graduate School of Economics Getulio

More information

Missing Data Methods (Part I): Multiple Imputation. Advanced Multivariate Statistical Methods Workshop

Missing Data Methods (Part I): Multiple Imputation. Advanced Multivariate Statistical Methods Workshop Missing Data Methods (Part I): Multiple Imputation Advanced Multivariate Statistical Methods Workshop University of Georgia: Institute for Interdisciplinary Research in Education and Human Development

More information

Regression Models for Saffron Yields in Iran

Regression Models for Saffron Yields in Iran Regression Models for Saffron ields in Iran Sanaeinejad, S.H., Hosseini, S.N 1 Faculty of Agriculture, Ferdowsi University of Mashhad, Iran sanaei_h@yahoo.co.uk, nasir_nbm@yahoo.com, Abstract: Saffron

More information

Biology and phenology of scale insects in a cool temperate region of Australia

Biology and phenology of scale insects in a cool temperate region of Australia Biology and phenology of scale insects in a cool temperate region of Australia Grapevine scale Parthenolecanium persicae Fab. Frosted Scale Parthenolecanium pruinosum Coc. Distribution of Scales in the

More information

SELECTION STUDIES ON FIG IN THE MEDITERRANEAN REGION OF TURKEY

SELECTION STUDIES ON FIG IN THE MEDITERRANEAN REGION OF TURKEY Pak. J. Boti., 37(3): 567-574, 2005. SELECTION STUDIES ON FIG IN THE MEDITERRANEAN REGION OF TURKEY A. AYTEKİN POLAT 1 AND MELİSA ÖZKAYA 2 1 Professor of Pomology and Corresponding Author; University of

More information

Panel A: Treated firm matched to one control firm. t + 1 t + 2 t + 3 Total CFO Compensation 5.03% 0.84% 10.27% [0.384] [0.892] [0.

Panel A: Treated firm matched to one control firm. t + 1 t + 2 t + 3 Total CFO Compensation 5.03% 0.84% 10.27% [0.384] [0.892] [0. Online Appendix 1 Table O1: Determinants of CMO Compensation: Selection based on both number of other firms in industry that have CMOs and number of other firms in industry with MBA educated executives

More information

Poisson GLM, Cox PH, & degrees of freedom

Poisson GLM, Cox PH, & degrees of freedom Poisson GLM, Cox PH, & degrees of freedom Michael C. Donohue Alzheimer s Therapeutic Research Institute Keck School of Medicine University of Southern California December 13, 2017 1 Introduction We discuss

More information

Introduction. Introduction. Introduction. Cistus. Cistus Pyrophytic ecology. Cistus 07/03/2014

Introduction. Introduction. Introduction. Cistus. Cistus Pyrophytic ecology. Cistus 07/03/2014 Predictive empirical models for mushroom production in ladanifer stands. Guzman y Vargas (Molecular Phylogenetics and Evolution Volume 37, Issue 3 644-6 Fig. Distribution map and number of species. Pie

More information

The Effect of ph on the Growth (Alcoholic Fermentation) of Yeast. Andres Avila, et al School name, City, State April 9, 2015.

The Effect of ph on the Growth (Alcoholic Fermentation) of Yeast. Andres Avila, et al School name, City, State April 9, 2015. 1 The Effect of ph on the Growth (Alcoholic Fermentation) of Yeast Andres Avila, et al School name, City, State April 9, 2015 Abstract We investigated the effect of neutral and extreme ph values on the

More information

Effect of Inocucor on strawberry plants growth and production

Effect of Inocucor on strawberry plants growth and production Effect of Inocucor on strawberry plants growth and production Final report For Inocucor Technologies Inc. 20 Grove, Knowlton, Quebec, J0E 1V0 Jae Min Park, Dr. Soledad Saldías, Kristen Delaney and Dr.

More information

Final Exam Financial Data Analysis (6 Credit points/imp Students) March 2, 2006

Final Exam Financial Data Analysis (6 Credit points/imp Students) March 2, 2006 Dr. Roland Füss Winter Term 2005/2006 Final Exam Financial Data Analysis (6 Credit points/imp Students) March 2, 2006 Note the following important information: 1. The total disposal time is 60 minutes.

More information

Decision making with incomplete information Some new developments. Rudolf Vetschera University of Vienna. Tamkang University May 15, 2017

Decision making with incomplete information Some new developments. Rudolf Vetschera University of Vienna. Tamkang University May 15, 2017 Decision making with incomplete information Some new developments Rudolf Vetschera University of Vienna Tamkang University May 15, 2017 Agenda Problem description Overview of methods Single parameter approaches

More information

IMPACT OF RAINFALL AND TEMPERATURE ON TEA PRODUCTION IN UNDIVIDED SIVASAGAR DISTRICT

IMPACT OF RAINFALL AND TEMPERATURE ON TEA PRODUCTION IN UNDIVIDED SIVASAGAR DISTRICT International Journal of Agricultural Science and Research (IJASR) ISSN (P): 2250-0057; ISSN (E): 2321-0087 Vol. 8, Issue 1 Feb 2018, 51-56 TJPRC Pvt. Ltd. IMPACT OF RAINFALL AND TEMPERATURE ON TEA PRODUCTION

More information

Climate change may alter human physical activity patterns

Climate change may alter human physical activity patterns In the format provided by the authors and unedited. SUPPLEMENTARY INFORMATION VOLUME: 1 ARTICLE NUMBER: 0097 Climate change may alter human physical activity patterns Nick Obradovich and James H. Fowler

More information

Parameters Effecting on Head Brown Rice Recovery and Energy Consumption of Rubber Roll and Stone Disk Dehusking

Parameters Effecting on Head Brown Rice Recovery and Energy Consumption of Rubber Roll and Stone Disk Dehusking Journal of Agricultural Science and Technology B 5 (2015) 383-388 doi: 10.17265/2161-6264/2015.06.003 D DAVID PUBLISHING Parameters Effecting on Head Brown Rice Recovery and Energy Consumption of Rubber

More information

Packaging that is 100% Environmental and Sustainable

Packaging that is 100% Environmental and Sustainable Packaging that is 100% Environmental and Sustainable Disposable coffee cup facts: Each year over 500 billion single use coffee cups are used and thrown away around the globe, That single use coffee cup,

More information

Online Appendix to The Effect of Liquidity on Governance

Online Appendix to The Effect of Liquidity on Governance Online Appendix to The Effect of Liquidity on Governance Table OA1: Conditional correlations of liquidity for the subsample of firms targeted by hedge funds This table reports Pearson and Spearman correlations

More information

INFLUENCE OF ENVIRONMENT - Wine evaporation from barrels By Richard M. Blazer, Enologist Sterling Vineyards Calistoga, CA

INFLUENCE OF ENVIRONMENT - Wine evaporation from barrels By Richard M. Blazer, Enologist Sterling Vineyards Calistoga, CA INFLUENCE OF ENVIRONMENT - Wine evaporation from barrels By Richard M. Blazer, Enologist Sterling Vineyards Calistoga, CA Sterling Vineyards stores barrels of wine in both an air-conditioned, unheated,

More information

Japan Consumer Trial Results

Japan Consumer Trial Results Japan Consumer Trial Results MLA Seminars, January 2007 1 Japanese Trial Consumer Objectives Evaluate the sensory response of Japanese consumers Evaluate responses across a full quality range x three cooking

More information

Relationship between Mineral Nutrition and Postharvest Fruit Disorders of 'Fuerte' Avocados

Relationship between Mineral Nutrition and Postharvest Fruit Disorders of 'Fuerte' Avocados Proc. of Second World Avocado Congress 1992 pp. 395-402 Relationship between Mineral Nutrition and Postharvest Fruit Disorders of 'Fuerte' Avocados S.F. du Plessis and T.J. Koen Citrus and Subtropical

More information

Growth in early yyears: statistical and clinical insights

Growth in early yyears: statistical and clinical insights Growth in early yyears: statistical and clinical insights Tim Cole Population, Policy and Practice Programme UCL Great Ormond Street Institute of Child Health London WC1N 1EH UK Child growth Growth is

More information

Effect of Different Levels of Grape Pomace on Performance Broiler Chicks

Effect of Different Levels of Grape Pomace on Performance Broiler Chicks Effect of Different Levels of Grape Pomace on Performance Broiler Chicks Safdar Dorri * (1), Sayed Ali Tabeidian (2), majid Toghyani (2), Rahman Jahanian (3), Fatemeh Behnamnejad (1) (1) M.Sc Student,

More information

INTRODUCTION. Where does the name come from? INDEX

INTRODUCTION. Where does the name come from? INDEX PRODUCT GUIDE INTRODUCTION INDEX PAGE 2 PAGE 3 PAGE 4-5 PAGE 6 PAGE 7 PAGE 8-9 PAGE 10 PAGE 11 Introduction Coating Systems Boosters & Seasonings Dry Sauces & Glazes Cooking Needs Soups Liquid Marinades

More information

Development of an efficient machine planting system for progeny testing Ongoing progeny testing of black walnut, black cherry, northern red oak,

Development of an efficient machine planting system for progeny testing Ongoing progeny testing of black walnut, black cherry, northern red oak, HTIRC Tree Improvement Accomplishments over the last five-years 2011-2015 by, Jim McKenna M.S. Operational Tree Breeder, USDA-FS-NRS-14 Development of an efficient machine planting system for progeny testing

More information

Statistics & Agric.Economics Deptt., Tocklai Experimental Station, Tea Research Association, Jorhat , Assam. ABSTRACT

Statistics & Agric.Economics Deptt., Tocklai Experimental Station, Tea Research Association, Jorhat , Assam. ABSTRACT Two and a Bud 59(2):152-156, 2012 RESEARCH PAPER Global tea production and export trend with special reference to India Prasanna Kumar Bordoloi Statistics & Agric.Economics Deptt., Tocklai Experimental

More information

Oenometrics VII Conference Reims, May 11-13, Predicting Italian wines quality from weather data and experts ratings (DRAFT)

Oenometrics VII Conference Reims, May 11-13, Predicting Italian wines quality from weather data and experts ratings (DRAFT) Oenometrics VII Conference Reims, May 11-13, 2000 Predicting Italian wines quality from weather data and experts by Alessandro Corsi (U. Torino) - Orley Ashenfelter (U. Princeton) (DRAFT) Introduction

More information

DETERMINANTS OF GROWTH

DETERMINANTS OF GROWTH POLICY OPTIONS AND CHALLENGES FOR DEVELOPING ASIA PERSPECTIVES FROM THE IMF AND ASIA APRIL 19-20, 2007 TOKYO DETERMINANTS OF GROWTH IN LOW-INCOME ASIA ARI AISEN INTERNATIONAL MONETARY FUND Paper presented

More information

ARE THERE SKILLS PAYOFFS IN LOW AND MIDDLE-INCOME COUNTRIES?

ARE THERE SKILLS PAYOFFS IN LOW AND MIDDLE-INCOME COUNTRIES? ARE THERE SKILLS PAYOFFS IN LOW AND MIDDLE-INCOME COUNTRIES? Namrata Tognatta SKILLS GSG SEMINARS WEEK Earnings Returns to Schooling and Skills December 7, 2015 Outline Motivation and Research Questions

More information

Curtis Miller MATH 3080 Final Project pg. 1. The first question asks for an analysis on car data. The data was collected from the Kelly

Curtis Miller MATH 3080 Final Project pg. 1. The first question asks for an analysis on car data. The data was collected from the Kelly Curtis Miller MATH 3080 Final Project pg. 1 Curtis Miller 4/10/14 MATH 3080 Final Project Problem 1: Car Data The first question asks for an analysis on car data. The data was collected from the Kelly

More information

Transportation demand management in a deprived territory: A case study in the North of France

Transportation demand management in a deprived territory: A case study in the North of France Transportation demand management in a deprived territory: A case study in the North of France Hakim Hammadou and Aurélie Mahieux mobil. TUM 2014 May 20th, 2014 Outline 1) Aim of the study 2) Methodology

More information

Big Data and the Productivity Challenge for Wine Grapes. Nick Dokoozlian Agricultural Outlook Forum February

Big Data and the Productivity Challenge for Wine Grapes. Nick Dokoozlian Agricultural Outlook Forum February Big Data and the Productivity Challenge for Wine Grapes Nick Dokoozlian Agricultural Outlook Forum February 2016 0 Big Data and the Productivity Challenge for Wine Grapes Outline Current production challenges

More information

Figure 1: Quartely milk production and gross value

Figure 1: Quartely milk production and gross value Million Litres Million Rands QUARTERLY DAIRY MARKET ANALYSIS BULLETIN 1 OF 215 1. INTRODUCTION The following discussion is a review of the dairy market environment. The analysis is updated on a quarterly

More information

THIRSTY ASIA A MARKET ANALYSIS. Presentation by Richard Hall Chairman, Zenith International Ltd. AUSDRINKS 21 March 2016, Sydney

THIRSTY ASIA A MARKET ANALYSIS. Presentation by Richard Hall Chairman, Zenith International Ltd. AUSDRINKS 21 March 2016, Sydney THIRSTY ASIA A MARKET ANALYSIS Presentation by Richard Hall Chairman, Zenith International Ltd AUSDRINKS 21 March 2016, Sydney Contents Global drinks consumption 1-2 Global drinks markets 3-4 Global drinks

More information

Yield prediction any closer to getting it right?

Yield prediction any closer to getting it right? Yield prediction any closer to getting it right? Associate Professor Gregory Dunn Research Leader (Viticulture), NSW DPI Deputy Director, National Wine and Grape Industry Centre June 22 nd 2016 www.nwgic.org

More information

DEVELOPMENT AND SENSORY EVALUATION OF READY-TO- COOK IDLI MIX FROM BROWNTOP MILLET (Panicum ramosa)

DEVELOPMENT AND SENSORY EVALUATION OF READY-TO- COOK IDLI MIX FROM BROWNTOP MILLET (Panicum ramosa) International Journal of Science, Environment and Technology, Vol. 5, No 2, 2016, 816 821 ISSN 2278-3687 (O) 2277-663X (P) DEVELOPMENT AND SENSORY EVALUATION OF READY-TO- COOK IDLI MIX FROM BROWNTOP MILLET

More information

Quantification of Asbestos in Soils

Quantification of Asbestos in Soils Quantification of Asbestos in Soils Analysis of New Zealand soils using UK methodology WasteMINZ 2015 Rhodri Williams Section Manager: Asbestos for Hill Laboratories, Christchurch BSc (Hons) in Chemistry,

More information

The Effects of the Rate of Nitrogen Consumption on the Duration of Alcohol Fermentation Remain Unknown

The Effects of the Rate of Nitrogen Consumption on the Duration of Alcohol Fermentation Remain Unknown The Effects of the Rate of Nitrogen Consumption on the Duration of Alcohol Fermentation Remain Unknown Nika Vafadari BIOL398-05/MATH388-01 March 2, 2017 Outline Background Info: Alcohol fermentation in

More information

Fairtrade Buying Behaviour: We Know What They Think, But Do We Know What They Do?

Fairtrade Buying Behaviour: We Know What They Think, But Do We Know What They Do? Fairtrade Buying Behaviour: We Know What They Think, But Do We Know What They Do? Dr. Fred A. Yamoah Prof. Andrew Fearne Dr. Rachel Duffy Dr. Dan Petrovici Background/Context The UK is a major market for

More information

Emerging Local Food Systems in the Caribbean and Southern USA July 6, 2014

Emerging Local Food Systems in the Caribbean and Southern USA July 6, 2014 Consumers attitudes toward consumption of two different types of juice beverages based on country of origin (local vs. imported) Presented at Emerging Local Food Systems in the Caribbean and Southern USA

More information

Investment Wines. - Risk Analysis. Prepared by: Michael Shortell & Adiam Woldetensae Date: 06/09/2015

Investment Wines. - Risk Analysis. Prepared by: Michael Shortell & Adiam Woldetensae Date: 06/09/2015 Investment Wines - Risk Analysis Prepared by: Michael Shortell & Adiam Woldetensae Date: 06/09/2015 Purpose Look at investment wines & examine factors that affect wine prices over time We will identify

More information

Comparing R print-outs from LM, GLM, LMM and GLMM

Comparing R print-outs from LM, GLM, LMM and GLMM 3. Inference: interpretation of results, plotting results, confidence intervals, hypothesis tests (Wald,LRT). 4. Asymptotic distribution of maximum likelihood estimators and tests. 5. Checking the adequacy

More information

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model. Pearson Education Limited All rights reserved.

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model. Pearson Education Limited All rights reserved. Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model 1-1 Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade

More information

EXECUTIVE SUMMARY. 1. When do Asian clams reproduce in Lake George? 2. How fast do Asian clams grow in Lake George?

EXECUTIVE SUMMARY. 1. When do Asian clams reproduce in Lake George? 2. How fast do Asian clams grow in Lake George? Reproduction and Growth of Asian Clams in Lake George Report to the Lake George Association 3-21-16 Sandra Nierzwicki-Bauer, Jeremy Farrell Darrin Fresh Water Institute EXECUTIVE SUMMARY Asian clams have

More information

Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model

Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Introduction Theories of why trade occurs: Differences across countries in labor, labor skills, physical capital, natural resources,

More information

Health Effects due to the Reduction of Benzene Emission in Japan

Health Effects due to the Reduction of Benzene Emission in Japan Health Effects due to the Reduction of Benzene Emission in Japan Hideo Kajihara 1, Akihiro Fushimi 2 1 Graduate School of Science and Technology, Niigata University, 8050, Ikarashi 2nocho, Niigata, 950-2181,

More information

Demographic, Seasonal, and Housing Characteristics Associated with Residential Energy Consumption in Texas, 2010

Demographic, Seasonal, and Housing Characteristics Associated with Residential Energy Consumption in Texas, 2010 Demographic, Seasonal, and Housing Characteristics Associated with Residential Energy Consumption in Texas, 2010 Lila Valencia, Carlos Valenzuela, Jeff Jordan, Steve White, Lloyd Potter Institute for Demographic

More information

Climate, Anchovy and Sardine

Climate, Anchovy and Sardine Climate, Anchovy and Sardine Dave Checkley Scripps Institution of Oceanography Rebecca Asch Princeton University and East Carolina University Ryan Rykaczewski University of South Carolina The past is a

More information

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade Wages

More information

Preview. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model

Preview. Chapter 3. Labor Productivity and Comparative Advantage: The Ricardian Model Chapter 3 Labor Productivity and Comparative Advantage: The Ricardian Model Preview Opportunity costs and comparative advantage A one-factor Ricardian model Production possibilities Gains from trade Wages

More information

Statistics 5303 Final Exam December 20, 2010 Gary W. Oehlert NAME ID#

Statistics 5303 Final Exam December 20, 2010 Gary W. Oehlert NAME ID# Statistics 5303 Final Exam December 20, 2010 Gary W. Oehlert NAME ID# This exam is open book, open notes; you may use a calculator. Do your own work! Use the back if more space is needed. There are nine

More information

Flexible Imputation of Missing Data

Flexible Imputation of Missing Data Chapman & Hall/CRC Interdisciplinary Statistics Series Flexible Imputation of Missing Data Stef van Buuren TNO Leiden, The Netherlands University of Utrecht The Netherlands crc pness Taylor &l Francis

More information

Relation between Grape Wine Quality and Related Physicochemical Indexes

Relation between Grape Wine Quality and Related Physicochemical Indexes Research Journal of Applied Sciences, Engineering and Technology 5(4): 557-5577, 013 ISSN: 040-7459; e-issn: 040-7467 Maxwell Scientific Organization, 013 Submitted: October 1, 01 Accepted: December 03,

More information

THE ECONOMICS OF TEA AND COFFEE CONSUMPTION IN AUSTRALIA

THE ECONOMICS OF TEA AND COFFEE CONSUMPTION IN AUSTRALIA THE ECONOMICS OF TEA AND COFFEE CONSUMPTION IN AUSTRALIA by M.A.B.. Siddique DISCUSSION PAPER 90.15 JULY 1990 ISSN 0811-6067 ISBN 0-86422-622-5 2 TABLE OF CONTENTS 1. Introduction 3 2. The Basic Data 4

More information

Scientific Change. Course Director: Course website: SC/NATS York University Faculty of Science and Engineering Division of Natural Science

Scientific Change. Course Director: Course website: SC/NATS York University Faculty of Science and Engineering Division of Natural Science Scientific Change SC/NATS 1730.06 York University Faculty of Science and Engineering Division of Natural Science SC/NATS 1730, I Course Director: Professor Byron Wall Office: Room 218, Norman Bethune College

More information

CARTHAMUS TINCTORIUS L., THE QUALITY OF SAFFLOWER SEEDS CULTIVATED IN ALBANIA.

CARTHAMUS TINCTORIUS L., THE QUALITY OF SAFFLOWER SEEDS CULTIVATED IN ALBANIA. CARTHAMUS TINCTORIUS L., THE QUALITY OF SAFFLOWER SEEDS CULTIVATED IN ALBANIA. Valdete VORPSI, Fatos HARIZAJ, Nikoll BARDHI, Vjollca VLADI, Erta DODONA Faculty of Agriculture and Environment, Agriculture

More information

Consumption of Dryland Indigenous Fruits to Improve Livelihoods in Kenya. The Case of Mwingi District.

Consumption of Dryland Indigenous Fruits to Improve Livelihoods in Kenya. The Case of Mwingi District. Consumption of Dryland Indigenous Fruits to Improve Livelihoods in Kenya. The Case of Mwingi District. P. Simitu 1,2, *, R. Jamnadass 1, R. Kindt 1, J. Kungu 2, and J. Kimiywe 2 1 World Agroforestry Centre

More information

Terroir: a concept to bring added value for producers and consumers. Alessandra Roversi

Terroir: a concept to bring added value for producers and consumers. Alessandra Roversi Terroir: a concept to bring added value for producers and consumers Alessandra Roversi alessandra@al-gusto.ch Objectives of the presentation A way of thinking food Academic + Practice Sense of place Dynamic,

More information

Flowering and Fruiting Morphology of Hardy Kiwifruit, Actinidia arguta

Flowering and Fruiting Morphology of Hardy Kiwifruit, Actinidia arguta Flowering and Fruiting Morphology of Hardy Kiwifruit, Actinidia arguta Chantalak Tiyayon and Bernadine Strik Department of Horticulture, Oregon State University 4017 ALS, Corvallis, OR 97331, USA Email:

More information

Materials and Methods

Materials and Methods Objective OREGON STATE UNIVERSITY SEED LABORATORY SUMMIT SEED COATINGS- Caldwell ID Final Report April 2010 Effect of various seed coating treatments on viability and vigor of two blends of Kentucky bluegrass

More information

November K. J. Martijn Cremers Lubomir P. Litov Simone M. Sepe

November K. J. Martijn Cremers Lubomir P. Litov Simone M. Sepe ONLINE APPENDIX TABLES OF STAGGERED BOARDS AND LONG-TERM FIRM VALUE, REVISITED November 016 K. J. Martijn Cremers Lubomir P. Litov Simone M. Sepe The paper itself is available at https://papers.ssrn.com/sol3/papers.cfm?abstract-id=364165.

More information

A Comparison of Approximate Bayesian Bootstrap and Weighted Sequential Hot Deck for Multiple Imputation

A Comparison of Approximate Bayesian Bootstrap and Weighted Sequential Hot Deck for Multiple Imputation A Comparison of Approximate Bayesian Bootstrap and Weighted Sequential Hot Deck for Multiple Imputation Darryl V. Creel RTI International 1 RTI International is a trade name of Research Triangle Institute.

More information

Sunflower Pectin: Adding Value to Agricultural Biomass

Sunflower Pectin: Adding Value to Agricultural Biomass Sunflower Pectin: Adding Value to Agricultural Biomass Tony Bacic Ming Long Liao Program Leader Program Deputy Leader CRC for Bioproducts School of Botany, The University of Melbourne AB Jun03 # 1 Overview

More information

What s Beneath the Shell?

What s Beneath the Shell? What s Beneath the Shell? Subject Areas: Science, Math Setting: Classroom Duration: One class period Skills: observation, drawing, critical thinking, motor skills, identifying, calculating Vocabulary:

More information

Appendix A. Table A1: Marginal effects and elasticities on the export probability

Appendix A. Table A1: Marginal effects and elasticities on the export probability Appendix A Table A1: Marginal effects and elasticities on the export probability Variable PROP [1] PROP [2] PROP [3] PROP [4] Export Probability 0.207 0.148 0.206 0.141 Marg. Eff. Elasticity Marg. Eff.

More information

Aleksander Handå et al Norwegian Seaweed Technology Center SINTEF OCEAN

Aleksander Handå et al Norwegian Seaweed Technology Center SINTEF OCEAN www.macrosea.no 1 Aleksander Handå et al Norwegian Seaweed Technology Center SINTEF OCEAN OPTIMALISERING AV KIMPLANTEPRODUKSJON FOR MAKROALGER Jorunn Skjermo, Aires Aires Duarte, Silje Silje Forbord, Kristine

More information

Analysis of Things (AoT)

Analysis of Things (AoT) Analysis of Things (AoT) Big Data & Machine Learning Applied to Brent Crude Executive Summary Data Selecting & Visualising Data We select historical, monthly, fundamental data We check for correlations

More information

Primary Prevention of Food Allergies

Primary Prevention of Food Allergies Primary Prevention of Food Allergies Graham Roberts Professor & Honorary Consultant, Paediatric Allergy and Respiratory Medicine, David Hide Asthma and Allergy Research Centre, Isle of Wight & CES & HDH,

More information

A Comparison of X, Y, and Boomer Generation Wine Consumers in California

A Comparison of X, Y, and Boomer Generation Wine Consumers in California A Comparison of,, and Boomer Generation Wine Consumers in California Marianne McGarry Wolf, Scott Carpenter, and Eivis Qenani-Petrela This research shows that the wine market in the California is segmented

More information

INCREASING PICK TO PACK TIMES INCREASES RIPE ROTS IN 'HASS' AVOCADOS.

INCREASING PICK TO PACK TIMES INCREASES RIPE ROTS IN 'HASS' AVOCADOS. : 43-50 INCREASING PICK TO PACK TIMES INCREASES RIPE ROTS IN 'HASS' AVOCADOS. J. Dixon, T.A. Elmlsy, D.B. Smith and H.A. Pak Avocado Industry Council Ltd, P.O. Box 13267, Tauranga 3110 Corresponding author:

More information

Acetic Acid. Table of Contents

Acetic Acid. Table of Contents Acetic Acid Table of Contents A Report by Nexant s CHEMSYSTEMS Process Evaluation/Research Planning (PERP) Program PERP Report 2012-1 Published April 2013 Section Page 1 Executive Summary... 1 1.1 LICENSING

More information

One class classification based authentication of peanut oils by fatty

One class classification based authentication of peanut oils by fatty Electronic Supplementary Material (ESI) for RSC Advances. This journal is The Royal Society of Chemistry 2015 One class classification based authentication of peanut oils by fatty acid profiles Liangxiao

More information

To: Professor Roger Bohn & Hyeonsu Kang Subject: Big Data, Assignment April 13th. From: xxxx (anonymized) Date: 4/11/2016

To: Professor Roger Bohn & Hyeonsu Kang Subject: Big Data, Assignment April 13th. From: xxxx (anonymized) Date: 4/11/2016 To: Professor Roger Bohn & Hyeonsu Kang Subject: Big Data, Assignment April 13th. From: xxxx (anonymized) Date: 4/11/2016 Data Preparation: 1. Separate trany variable into Manual which takes value of 1

More information